
#pip install wordcloud


#pip install gensim


#pip install spacy


#pip install nltk


#pip install textblob


#pip install spacy


import sys
sys.executable

'C:\\Users\\zcart\\anaconda3\\python.exe'


import numpy as np
import pandas as pd 
import os
import random
from sklearn.utils import shuffle

#for text cleaning
import string
import re
import nltk
from nltk.tokenize import word_tokenize
from nltk.stem import PorterStemmer
from nltk.corpus import stopwords
from collections import Counter


# clustering
from gensim.models import word2vec, KeyedVectors
from sklearn.cluster import KMeans
from sklearn.neighbors import KDTree
from sklearn.decomposition import PCA
from sklearn.feature_extraction.text import TfidfVectorizer
import spacy

import re;
import logging;
import sqlite3;
import time;
import sys;
import multiprocessing;
from wordcloud import WordCloud, ImageColorGenerator, STOPWORDS
import matplotlib.pyplot as plt;
from itertools import cycle;

from tqdm import tqdm
tqdm.pandas()


SEED = 2021


#Importing the dataset 
data = pd.read_csv("covidvaccine.csv")

C:\Users\zcart\anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3444: DtypeWarning: Columns (5,6,7,12) have mixed types.Specify dtype option on import or set low_memory=False.
  exec(code_obj, self.user_global_ns, self.user_ns)


data.head()


random.seed(SEED)
data.iloc[random.randint(0, len(data))]

user_name                                        Civic Medical Centre
user_location                                               Bebington
user_description                          Civic Medical Centre (CH63)
user_created                                      2015-04-16 10:11:54
user_followers                                                  234.0
user_friends                                                       70
user_favourites                                                    83
user_verified                                                   False
date                                              2021-02-04 12:01:15
text                By prioritising the first #CovidVaccine dose, ...
hashtags                                             ['CovidVaccine']
source                                                 Hootsuite Inc.
is_retweet                                                      False
Name: 105960, dtype: object


def clean_text(txt):

    contraction_dict = {   
        "ain't": "is not", "aren't": "are not","can't": "cannot", "'cause": "because", "could've": "could have", 
        "couldn't": "could not", "didn't": "did not",  "doesn't": "does not", "don't": "do not",
        "hadn't": "had not", "hasn't": "has not", "haven't": "have not", "he'd": "he would","he'll": "he will", 
        "he's": "he is", "how'd": "how did", "how'd'y": "how do you", "how'll": "how will", "how's": "how is",  
        "I'd": "I would", "I'd've": "I would have", "I'll": "I will", "I'll've": "I will have","I'm": "I am", 
        "I've": "I have", "i'd": "i would", "i'd've": "i would have", "i'll": "i will",  "i'll've": "i will have",
        "i'm": "i am", "i've": "i have", "isn't": "is not", "it'd": "it would", "it'd've": "it would have", 
        "it'll": "it will", "it'll've": "it will have","it's": "it is", "let's": "let us", "ma'am": "madam", 
        "mayn't": "may not", "might've": "might have","mightn't": "might not","mightn't've": "might not have", 
        "must've": "must have", "mustn't": "must not", "mustn't've": "must not have", "needn't": "need not", 
        "needn't've": "need not have","o'clock": "of the clock", "oughtn't": "ought not", 
        "oughtn't've": "ought not have", "shan't": "shall not", "sha'n't": "shall not", "shan't've": "shall not have",
        "she'd": "she would", "she'd've": "she would have", "she'll": "she will", "she'll've": "she will have", 
        "she's": "she is", "should've": "should have", "shouldn't": "should not", "shouldn't've": "should not have", 
        "so've": "so have","so's": "so as", "this's": "this is","that'd": "that would", "that'd've": "that would have", 
        "that's": "that is", "there'd": "there would", "there'd've": "there would have", "there's": "there is", 
        "here's": "here is","they'd": "they would", "they'd've": "they would have", "they'll": "they will", 
        "they'll've": "they will have", "they're": "they are", "they've": "they have", "to've": "to have", 
        "wasn't": "was not", "we'd": "we would", "we'd've": "we would have", "we'll": "we will", 
        "we'll've": "we will have", "we're": "we are", "we've": "we have", "weren't": "were not", "what'll": "what will", 
        "what'll've": "what will have", "what're": "what are",  "what's": "what is", "what've": "what have", 
        "when's": "when is", "when've": "when have", "where'd": "where did", "where's": "where is", 
        "where've": "where have", "who'll": "who will", "who'll've": "who will have", "who's": "who is", 
        "who've": "who have", "why's": "why is", "why've": "why have", "will've": "will have", "won't": "will not", 
        "won't've": "will not have", "would've": "would have", "wouldn't": "would not", "wouldn't've": "would not have", 
        "y'all": "you all", "y'all'd": "you all would","y'all'd've": "you all would have","y'all're": "you all are",
        "y'all've": "you all have","you'd": "you would", "you'd've": "you would have", "you'll": "you will", 
        "you'll've": "you will have", "you're": "you are", "you've": "you have"}
    def _get_contractions(contraction_dict):
        contraction_re = re.compile('(%s)' % '|'.join(contraction_dict.keys()))
        return contraction_dict, contraction_re

    def replace_contractions(text):
        contractions, contractions_re = _get_contractions(contraction_dict)
        def replace(match):
            return contractions[match.group(0)]
        return contractions_re.sub(replace, text)

    # replace contractions
    txt = replace_contractions(txt)
    
    #remove punctuations
    txt  = "".join([char for char in txt if char not in string.punctuation])
    txt = re.sub('[0-9]+', '', txt)
    
    # split into words
    words = word_tokenize(txt)
    
    # remove stopwords
    stop_words = set(stopwords.words('english'))
    words = [w for w in words if not w in stop_words]
    
    # removing leftover punctuations
    words = [word for word in words if word.isalpha()]
    
    # lower-case everything
    words = [w.lower() for w in words]
    
    # stem the words
    porter = PorterStemmer()
    words = [porter.stem(w) for w in words]
    
    
    cleaned_text = ' '.join(words)
    return cleaned_text


data = data[['text', 'hashtags']].fillna('')
data.head()

data['raw_tweet'] = data['text'] + ' ' + data['hashtags']

data.head()


#nltk.download()
data['tweet'] = data['raw_tweet'].progress_apply(lambda txt: clean_text(txt))
data.head()

100%|██████████| 207006/207006 [02:14<00:00, 1536.69it/s]


data.sort_values(by=['tweet']).head()
# still a bunch of empty lists in the dataset. We will have to remove them before clustering.


#remove the empty strings
df = data[data['tweet'].astype(bool)]
df.sort_values(by=['tweet']).head()


# I only want to keep hashtags and tweet
df = df[['hashtags', 'tweet']]
df.sort_values(by=['tweet']).head()


df['tweet_split'] = df.tweet.str.split()
df.head()


# find out the longest tweet
max_len = df.tweet.str.len().max()
print(max_len)

815


#njarbouuu
from sklearn.feature_extraction.text import HashingVectorizer
# list of text documents
text = ["The quick brown fox jumped over the lazy dog."]
# create the transform
vectorizer = HashingVectorizer(n_features=20)
# encode document
vector = vectorizer.transform(text)
# summarize encoded vector
print(vector.shape)
print(vector.toarray())

(1, 20)
[[ 0.          0.          0.          0.          0.          0.33333333
   0.         -0.33333333  0.33333333  0.          0.          0.33333333
   0.          0.          0.         -0.33333333  0.          0.
  -0.66666667  0.        ]]


#lenna sabbina data teena document f hashinvectorizer bech el klem eli kif kif n7otouh fard blassa
vectorizer = HashingVectorizer (n_features = max_len)
df['vector'] = df['tweet'].progress_apply(lambda t: vectorizer.fit_transform([t]).toarray())
df.head()

100%|██████████| 206999/206999 [00:34<00:00, 5985.42it/s]


X = np.concatenate(df['vector'].values)


kmeans = KMeans(n_clusters = 4)
df['cluster'] = kmeans.fit_predict(X)


pca = PCA(n_components=3)
pca_result = pca.fit_transform(X)
df['x'] = pca_result[:, 0]
df['y'] = pca_result[:, 1]
#df['z'] = pca_result[:, 2]
df.head()


cluster_colors = np.array(['#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080', '#ffffff', '#000000'])
df['color'] = cluster_colors[df.cluster.values]
df['text'] = df.tweet.str[:50]


import bokeh.io
from bokeh.io import push_notebook, show, output_notebook
from bokeh.plotting import figure
from bokeh.models import ColumnDataSource, LabelSet

# from bokeh.charts import Donut, HeatMap, Histogram, Line, Scatter, show, output_notebook, output_file
bokeh.io.output_notebook()


#visualize the data using bokeh
#output_file("top_artists.html", title="top artists")
# TOOLS = "pan,wheel_zoom,box_zoom,reset,hover,previewsave"

source = ColumnDataSource.from_df(df[['x', 'y', 'color', 'text']])
TOOLTIPS = [("text", "@text")]
TOOLS = "pan,wheel_zoom,box_zoom,reset,hover,save"

plot = figure(plot_width=800, plot_height=450, tooltips=TOOLTIPS, tools=TOOLS)

#draw circles
plot.circle(y='y', x='x', source=source, size=15, fill_color='color')
show(plot)


df.head()


df.query('cluster == 4').tweet

Series([], Name: tweet, dtype: object)


cluster0 = df.query('cluster == 0').tweet
cluster1 = df.query('cluster == 1').tweet
cluster2 = df.query('cluster == 2').tweet
cluster3 = df.query('cluster == 3').tweet


text0 = ' '.join(tweet for tweet in cluster0)
text1 = ' '.join(tweet for tweet in cluster1)
text2 = ' '.join(tweet for tweet in cluster2)
text3 = ' '.join(tweet for tweet in cluster3)

print(f'There are {len(text0)} words in the combination of all cells in column "tweet" labeled as cluster 0.')
print(f'There are {len(text1)} words in the combination of all cells in column "tweet" labeled as cluster 1.')
print(f'There are {len(text2)} words in the combination of all cells in column "tweet" labeled as cluster 2.')
print(f'There are {len(text3)} words in the combination of all cells in column "tweet" labeled as cluster 3.')

There are 3354268 words in the combination of all cells in column "tweet" labeled as cluster 0.
There are 4672825 words in the combination of all cells in column "tweet" labeled as cluster 1.
There are 8941306 words in the combination of all cells in column "tweet" labeled as cluster 2.
There are 3719802 words in the combination of all cells in column "tweet" labeled as cluster 3.


# create stopwords
stopwords = set(STOPWORDS)
stopwords.update(['amp', 'covid', 'covidvaccin', 'vaccin', 'today', 'peopl', 'coronaviru', 'say', 'day','got', 'one','thank','go','take','new','first','dose','need','shot','thi',
                  'n','u','receiv','second']) 
# I want to see what's left after filtered out the common keywords


wordcloud0 = WordCloud(stopwords=stopwords, background_color='white').generate(text0)
wordcloud1 = WordCloud(stopwords=stopwords, background_color='white').generate(text1)
wordcloud2 = WordCloud(stopwords=stopwords, background_color='white').generate(text2)
wordcloud3 = WordCloud(stopwords=stopwords, background_color='white').generate(text3)

wordcloud = [wordcloud0, wordcloud1, wordcloud2, wordcloud3]


# cluster 0
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud0, interpolation='bilinear')
plt.title('Cluster 0 Key words', size=16)
plt.show()


# cluster 1
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud1, interpolation='bilinear')
plt.title('Cluster 1 Key words', size=16)
plt.show()


# cluster 2
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud2, interpolation='bilinear')
plt.title('Cluster 2 Key words', size=16)
plt.show()


# cluster 3
plt.figure(figsize=(10,5))
plt.tight_layout(pad=0)
plt.imshow(wordcloud3, interpolation='bilinear')
plt.title('Cluster 3 Key words', size=16)
plt.show()


from textblob import TextBlob

def get_subjectivity(text):
    return TextBlob(text).sentiment.subjectivity

def get_polarity(text):
    return TextBlob(text).sentiment.polarity

def get_sentiment(score):
    if score > 0:
        return 'Positive'
    elif score == 0:
        return 'Neutral'
    else:
        return 'Negative'


df['subjectivity'] = df['text'].apply(get_subjectivity)
df['polarity'] = df['text'].apply(get_polarity)
df['sentiment'] = df['polarity'].apply(get_sentiment)
df.head(20)


# View sentiment counts

df.sentiment.value_counts()

Neutral     138849
Positive     52490
Negative     15660
Name: sentiment, dtype: int64


fig = plt.figure(figsize=(16,8))
plt.scatter(df['polarity'], df['subjectivity'], s=4)

plt.ylabel('Subjectivity')
plt.xlabel('Polarity')

Text(0.5, 0, 'Polarity')


textblob_output = df.loc[:,['hashtags', 'tweet','subjectivity', 'polarity', 'sentiment']].sort_values('sentiment')
textblob_output.head()


textblob_output.to_csv('textblog.csv',index=False)


df = pd.read_csv("covidvaccine.csv")
df.head()

C:\Users\zcart\anaconda3\lib\site-packages\IPython\core\interactiveshell.py:3444: DtypeWarning: Columns (5,6,7,12) have mixed types.Specify dtype option on import or set low_memory=False.
  exec(code_obj, self.user_global_ns, self.user_ns)


df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 207006 entries, 0 to 207005
Data columns (total 13 columns):
 #   Column            Non-Null Count   Dtype  
---  ------            --------------   -----  
 0   user_name         207000 non-null  object 
 1   user_location     162416 non-null  object 
 2   user_description  195629 non-null  object 
 3   user_created      207000 non-null  object 
 4   user_followers    206999 non-null  float64
 5   user_friends      206999 non-null  object 
 6   user_favourites   206999 non-null  object 
 7   user_verified     206999 non-null  object 
 8   date              206997 non-null  object 
 9   text              206999 non-null  object 
 10  hashtags          145383 non-null  object 
 11  source            204601 non-null  object 
 12  is_retweet        206992 non-null  object 
dtypes: float64(1), object(12)
memory usage: 20.5+ MB


df.is_retweet.value_counts()

False    206992
Name: is_retweet, dtype: int64


#We create a pandas dataframe as follows feha ken text:
data = pd.DataFrame(data=df.text)
data = data.rename(columns={'text' : 'Tweets'})
data.head()


# We display the first 10 elements of the dataframe:
pd.set_option('max_colwidth',170)
display(data.head(10))


docs=df.text.head(1000).values
type(docs)

numpy.ndarray


docs_clean = []
for doc in docs:
    doc_2 = re.sub(r':.*$', ":", doc)
    docs_clean.append(doc_2)

docs_clean[:20]

['Australia to Manufacture Covid-19 Vaccine and give it to the Citizens for free of cost: AFP quotes Prime Minister\n#CovidVaccine',
 '#CoronavirusVaccine #CoronaVaccine #CovidVaccine Australia is doing very good https:',
 'Deaths due to COVID-19 in Affected Countries\nRead More: https://t.co/V8Y3Stu0UW\n@r_piryani @shitalbhandary… https:',
 '@Team_Subhashree @subhashreesotwe @iamrajchoco Stay safe @subhashreesotwe di &amp; @iamrajchoco da ❤️❤️… https:',
 '@michellegrattan @ConversationEDU This is what passes for leadership in our country:',
 'The Multi-system Inflammatory Syndrome-Children (MIS-C) w/ #COVID19 (atypical Kawasaki disease) #COVID19India \n\nThe… https:',
 '@PrivilRodrigues @yatish57 @deepkaranahuja @shristi522 @Amrita33392520 @RashmiSriniva14 @AkashRK_88 @SJanaQA… https:',
 '@MSNBC Well, let’s qualify that:',
 'Most countries, without the ability to make #Vaccines locally, will be forced to rely on others like the US, China,… https:',
 '#DNA  zooms up charts in 1st week; hear #vaccines episode:',
 'Biocon Executive Chairperson Kiran Mazumdar Shaw contracts coronavirus, informs on Twitter… https:',
 'it’s over?!\n\n#Covid19Millionares #covid19 \n#corona #CovidVaccine',
 "Great news: @pfizer's vaccine has entered Phase 3 trial. Read more: https://t.co/pdQjLj3CVZ\n\n#Pharmaceutical… https:",
 'Is more dangerous yet to come?\n#CovidVaccine #Corona #Immunization #CoronavirusPandemic #mutation #D614GVirus \nD614… https:',
 'The whole narrative on the #CovidVaccine has gone deathly silent! #ChinaVirus #COVID19India',
 '.@SerumInstIndia is looking to raise up to $1 billion (around Rs 7,500 crore) for Covid-19 vaccine development. Det… https:',
 'Global Vaccine Tracker\n\n#vaccines #CovidVaccine https:',
 'CORONAVIRUS UPDATES - American businessman with Turkish-Armenian roots leads COVID-19 vaccine development… https:',
 'Attend #webinar on #pediatrics #neonatology and #primarycare #conference and get #internationalcertificate!!! Also… https:',
 "Russia made world's first #covid19 vaccine..\n\nThank god, its not as ineffective as the first thing we adopted from… https:"]


docs2=docs_clean


# remove punctuations
punctuationChars = '!@#$%^&*(){}{}|;:",./<>?' # you might choose different charcters to drop
for i in punctuationChars:
    docs2 = np.char.replace(docs2, i, ' ')
# remove apostrophe's (single quotes)
docs2 = np.char.replace(docs2,"'",' ')
# remove line feeds
docs2 = np.char.replace(docs2,"\n",' ')
# remove 'http:'
docs2 = np.char.replace(docs2,"https:",' ')
docs2 = np.char.replace(docs2,"https",' ')

# make lower case
for i,s in enumerate(docs2):
    docs2[i] = s.lower()
    
# Show the cleaned data
# Show the beginning of each document

#for i in range(len(docs2)):
#        print(f'\ndoc{i}: {docs2[i]}') 
docs2[:10]

array(['australia to manufacture covid-19 vaccine and give it to the citizens for free of cost  afp quotes prime minister  covidvaccine',
       ' coronavirusvaccine  coronavaccine  covidvaccine australia is doing very good   ',
       'deaths due to covid-19 in affected countries read more      t co v8y3stu0uw  r_piryani  shitalbhandary…   ',
       ' team_subhashree  subhashreesotwe  iamrajchoco stay safe  subhashreesotwe di  amp   iamrajchoco da ❤️❤️…   ',
       ' michellegrattan  conversationedu this is what passes for leadership in our country ',
       'the multi-system inflammatory syndrome-children  mis-c  w   covid19  atypical kawasaki disease   covid19india   the…   ',
       ' privilrodrigues  yatish57  deepkaranahuja  shristi522  amrita33392520  rashmisriniva14  akashrk_88  sjanaqa…   ',
       ' msnbc well  let’s qualify that ',
       'most countries  without the ability to make  vaccines locally  will be forced to rely on others like the us  china …   ',
       ' dna  zooms up charts in 1st week  hear  vaccines episode '],
      dtype='<U140')


def spacy_tokenizer(document):
    tokens = nlp(document)
    tokens = [token for token in tokens if (
        token.is_stop == False and \
        token.is_punct == False and \
        token.lemma_.strip()!= '')]
    tokens = [token.lemma_ for token in tokens]
    return tokens


# test data to see what spacy tokenizer can do.
example_corpus = [
    "Monsters are bad. They likes to eat geese. I saw one goose flying away", \
    "I saw a monster yesterday. The meaning is so obvious!", \
    "Why are we talking about bad monsters? They are meanness."]


nlp = spacy.load("en_core_web_sm")

tfidf_vector = TfidfVectorizer(input = 'content', tokenizer = spacy_tokenizer)
# test
corpus=example_corpus
# fit: learns vocabulary and idf
# transform: transforms documents into document-term matrix
result_test = tfidf_vector.fit_transform(corpus)
result_test

<3x14 sparse matrix of type '<class 'numpy.float64'>'
	with 18 stored elements in Compressed Sparse Row format>


dense = result_test.todense()
denselist = dense.tolist()
df_test = pd.DataFrame(
    denselist,columns=tfidf_vector.get_feature_names())
df_test


tfidf_vector = TfidfVectorizer(input = 'content', tokenizer = spacy_tokenizer)
corpus = docs2

# fit: learns vocabulary and idf
# transform: transforms documents into document-term matrix
result = tfidf_vector.fit_transform(corpus)
result

<1000x3166 sparse matrix of type '<class 'numpy.float64'>'
	with 9170 stored elements in Compressed Sparse Row format>


# We can check which terms are actually considered from the sentences with the get_feature_names method:
tfidf_vector.get_feature_names()[1:100]

['+250',
 '-19',
 '-7',
 '-russia',
 '-strange',
 '0',
 '000',
 '000-',
 '002',
 '08',
 '0rv4fjdxdl',
 '0sxpcoua9',
 '1',
 '10',
 '100',
 '1000',
 '100daysofcode',
 '108',
 '109',
 '12',
 '13',
 '14',
 '144',
 '14th',
 '15',
 '15ago',
 '15august',
 '15th',
 '160',
 '17',
 '170',
 '18',
 '19',
 '1947',
 '1986',
 '1mmqsmjfsr',
 '1pgvxzyhky',
 '1st',
 '2',
 '20',
 '200',
 '2016',
 '2017',
 '2018',
 '2020',
 '2020census',
 '2020election',
 '2021',
 '2021z',
 '213',
 '24',
 '25',
 '251',
 '26',
 '29',
 '2nd',
 '2nddynamiteteaser',
 '3',
 '30',
 '31st',
 '32000',
 '330',
 '36',
 '3rd',
 '4',
 '41',
 '42',
 '45',
 '47',
 '47325',
 '489',
 '4e32jz68cj',
 '4gtrial',
 '4humanity',
 '4z6otj68wa',
 '5',
 '50',
 '500',
 '51',
 '51797',
 '52',
 '5hlwkski22',
 '6',
 '60',
 '63',
 '65',
 '66',
 '673166',
 '69',
 '7',
 '71',
 '72',
 '74',
 '74th',
 '74thindependenceday',
 '75',
 '76',
 '8',
 '80']


dense = result.todense()
denselist = dense.tolist()
df = pd.DataFrame(
    denselist,columns=tfidf_vector.get_feature_names())
df


df[["australia", "manufacture", "covid-19"]]


from sklearn.metrics.pairwise import linear_kernel
cos_df = pd.DataFrame(columns=df.index)
for i in range(999):
    curr_cos_sim = linear_kernel(result[i:i+1], result).flatten()
    cos_df[i] = curr_cos_sim
    
cos_df


kmeans_models = {}
for i in range(2,13+1):
    current_kmean = KMeans(n_clusters=i).fit(result)
    kmeans_models[i] = current_kmean


cluster_df = pd.DataFrame()
cluster_df['Review Texts'] = docs
for i in range(2, 13+1):
    col_name = str(i) +'means_label'
    cluster_df[col_name] = kmeans_models[i].labels_
cluster_df


Sum_of_squared_distances = []
K = range(1,18)
for k in K:
    km = KMeans(n_clusters=k)
    km = km.fit(result)
    Sum_of_squared_distances.append(km.inertia_)


plt.figure(figsize=(16,8))
plt.plot(K, Sum_of_squared_distances, 'bx-')
plt.xlabel('k')
plt.ylabel('Sum_of_squared_distances')
plt.title('Elbow Method For Optimal k')
plt.show()


cluster10 = cluster_df.iloc[:,[0,9]]
cluster10_0 = cluster10.loc[cluster10["10means_label"] == 0]
cluster10_0.head(50)


cluster10_1 = cluster10.loc[cluster10["10means_label"] == 1]
cluster10_1.head(50)


cluster10_2 = cluster10.loc[cluster10["10means_label"] == 2]
cluster10_2


cluster10_3 = cluster10.loc[cluster10["10means_label"] == 3]
cluster10_3.head(50)


cluster10_4 = cluster10.loc[cluster10["10means_label"] == 4]
cluster10_4


cluster10_5 = cluster10.loc[cluster10["10means_label"] == 5]
cluster10_5


cluster10_6 = cluster10.loc[cluster10["10means_label"] == 6]
cluster10_6


cluster10_7 = cluster10.loc[cluster10["10means_label"] == 7]
cluster10_7


cluster10_8 = cluster10.loc[cluster10["10means_label"] == 8]
cluster10_8


cluster10_9 = cluster10.loc[cluster10["10means_label"] == 9]
cluster10_9


cluster10 = cluster10.sort_values(by='10means_label')
cluster10.to_csv('cluster10.csv',index=False)

	user_name	user_location	user_description	user_created	user_followers	user_friends	user_favourites	user_verified	date	text	hashtags	source	is_retweet
0	MyNewsNE	Assam	MyNewsNE a dedicated multi-lingual media house...	24-05-2020 10:18	64.0	11.0	110.0	False	18-08-2020 12:55	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Twitter Web App	False
1	Shubham Gupta	NaN	I will tell about all experiences of my life f...	14-08-2020 16:42	1.0	17.0	0.0	False	18-08-2020 12:55	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	Twitter for Android	False
2	Journal of Infectiology	NaN	Journal of Infectiology (ISSN 2689-9981) is ac...	14-12-2017 07:07	143.0	566.0	8.0	False	18-08-2020 12:46	Deaths due to COVID-19 in Affected Countries\n...	NaN	Twitter Web App	False
3	Zane	NaN	Fresher than you.	18-09-2019 11:01	29.0	25.0	620.0	False	18-08-2020 12:45	@Team_Subhashree @subhashreesotwe @iamrajchoco...	NaN	Twitter for Android	False
4	Ann-Maree O’Connor	Adelaide, South Australia	Retired university administrator. Melburnian b...	24-01-2013 14:53	83.0	497.0	10737.0	False	18-08-2020 12:45	@michellegrattan @ConversationEDU This is what...	NaN	Twitter Web App	False

	text	hashtags	raw_tweet
0	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Australia to Manufacture Covid-19 Vaccine and ...
1	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	#CoronavirusVaccine #CoronaVaccine #CovidVacci...
2	Deaths due to COVID-19 in Affected Countries\n...		Deaths due to COVID-19 in Affected Countries\n...
3	@Team_Subhashree @subhashreesotwe @iamrajchoco...		@Team_Subhashree @subhashreesotwe @iamrajchoco...
4	@michellegrattan @ConversationEDU This is what...		@michellegrattan @ConversationEDU This is what...

	text	hashtags	raw_tweet	tweet
0	Australia to Manufacture Covid-19 Vaccine and ...	['CovidVaccine']	Australia to Manufacture Covid-19 Vaccine and ...	australia manufactur covid vaccin give citizen...
1	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	#CoronavirusVaccine #CoronaVaccine #CovidVacci...	coronavirusvaccin coronavaccin covidvaccin aus...
2	Deaths due to COVID-19 in Affected Countries\n...		Deaths due to COVID-19 in Affected Countries\n...	death due covid affect countri read more https...
3	@Team_Subhashree @subhashreesotwe @iamrajchoco...		@Team_Subhashree @subhashreesotwe @iamrajchoco...	teamsubhashre subhashreesotw iamrajchoco stay ...
4	@michellegrattan @ConversationEDU This is what...		@michellegrattan @ConversationEDU This is what...	michellegrattan conversationedu thi pass leade...

	text	hashtags	raw_tweet	tweet
193230
64305
196263
27430
45326

	text	hashtags	raw_tweet	tweet
111391	A: A good night's sleep and a run before your ...	['CovidVaccine']	A: A good night's sleep and a run before your ...	a a good night sleep run appt who knew covidva...
129742	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine', 'COVID19']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford do vacci...
117834	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford how targ...
115480	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford it possi...
113448	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	['CovidVaccine']	⁉️Q\n💡 A\nAbout #CovidVaccine \n(AstraZeneca/O...	a about covidvaccin astrazenecaoxford vaccin s...

	hashtags	tweet	tweet_split
0	['CovidVaccine']	australia manufactur covid vaccin give citizen...	[australia, manufactur, covid, vaccin, give, c...
1	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	coronavirusvaccin coronavaccin covidvaccin aus...	[coronavirusvaccin, coronavaccin, covidvaccin,...
2		death due covid affect countri read more https...	[death, due, covid, affect, countri, read, mor...
3		teamsubhashre subhashreesotw iamrajchoco stay ...	[teamsubhashre, subhashreesotw, iamrajchoco, s...
4		michellegrattan conversationedu thi pass leade...	[michellegrattan, conversationedu, thi, pass, ...

	hashtags	tweet	subjectivity	polarity	sentiment
144882		queenvictoriouz dancerdad he wrong sadli uk fu...	0.725000	-0.075000	Negative
41953	['CovidVaccine']	here covidvaccin look like each small vial con...	0.400000	-0.250000	Negative
136029		skate ban mani black peopl particip it anoth u...	0.433333	-0.166667	Negative
155646		what realli hard tri figur get home bound fami...	0.541667	-0.291667	Negative
12582	['CovidVaccine']	root singledos covidvaccin arct hard enough ge...	0.520833	-0.145833	Negative

	away	bad	eat	fly	geese	goose	like	meaning	meanness	monster	obvious	see	talk	yesterday
0	0.365011	0.277601	0.365011	0.365011	0.365011	0.365011	0.365011	0.000000	0.000000	0.215582	0.000000	0.277601	0.000000	0.000000
1	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.504611	0.000000	0.298032	0.504611	0.383770	0.000000	0.504611
2	0.000000	0.444514	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.584483	0.345205	0.000000	0.000000	0.584483	0.000000

	+	+250	-19	-7	-russia	-strange	0	000	000-	002	...	🤔	🤖	🤣	🤦	🤨	🤭	🥰	🦇	🦰	🧐
0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
1	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
2	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
3	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
4	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
995	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
996	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
997	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
998	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0
999	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	...	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0

	australia	manufacture	covid-19
0	0.313857	0.304773	0.153480
1	0.565101	0.000000	0.000000
2	0.000000	0.000000	0.176516
3	0.000000	0.000000	0.000000
4	0.000000	0.000000	0.000000
...	...	...	...
995	0.000000	0.000000	0.000000
996	0.000000	0.000000	0.000000
997	0.000000	0.000000	0.000000
998	0.000000	0.000000	0.000000
999	0.000000	0.000000	0.000000

	0	1	2	3	4	5	6	7	8	9	...	990	991	992	993	994	995	996	997	998	999
0	1.000000	0.190880	0.027092	0.0	0.000000	0.000000	0.0	0.0	0.013304	0.012264	...	0.010812	0.065778	0.0000	0.050773	0.000000	0.006948	0.013714	0.009284	0.009284	NaN
1	0.190880	1.000000	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.019468	0.000000	0.0000	0.091417	0.000000	0.012511	0.000000	0.016716	0.016716	NaN
2	0.027092	0.000000	1.000000	0.0	0.082598	0.000000	0.0	0.0	0.075351	0.000000	...	0.000000	0.052238	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
3	0.000000	0.000000	0.000000	1.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.000000	0.000000	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
4	0.000000	0.000000	0.082598	0.0	1.000000	0.000000	0.0	0.0	0.090498	0.000000	...	0.000000	0.000000	0.0000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
995	0.006948	0.012511	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.000000	0.000000	...	0.010006	0.000000	0.0000	0.046986	0.000000	1.000000	0.064351	0.008592	0.008592	NaN
996	0.013714	0.000000	0.000000	0.0	0.000000	0.000000	0.0	0.0	0.017281	0.015930	...	0.076243	0.026442	0.0291	0.000000	0.055481	0.064351	1.000000	0.000000	0.000000	NaN
997	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	1.000000	0.802382	NaN
998	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	0.802382	1.000000	NaN
999	0.009284	0.016716	0.000000	0.0	0.000000	0.067243	0.0	0.0	0.000000	0.000000	...	0.013370	0.000000	0.0000	0.062782	0.000000	0.008592	0.000000	0.802382	0.802382	NaN

	Review Texts	10means_label
12	Great news: @pfizer's vaccine has entered Phase 3 trial. Read more: https://t.co/pdQjLj3CVZ\n\n#Pharmaceutical… https://t.co/ogZ2iMPdwP	0
31	#CovidVaccine 29 Candidates begin trials and 6 of them at phase-3 of clinical trials.\n\nhttps://t.co/q8X0nsD50Y	0
33	phase 3 trials begin in next 7-10 days, what does it mean for a vaccine which is already launched. :( #CovidVaccine… https://t.co/yKVon5bqX0	0
55	We must have adequate representation in these vaccine trials. #vaccinetrials #covidvaccine https://t.co/Z7BioCBpDs	0
84	Just enrolled into a pivotal phase 3 clinical trial of COVID vaccine. Stay tuned for weekly updates. #CovidVaccine… https://t.co/wo0TKTwKuv	0
94	India silently on the job of giving the world a #CovidVaccine. Clinical trials in phase-2 in progress -"COVID-19 va… https://t.co/fTMtwiwCgZ	0
118	I’ve registered for #CovidVaccine trials 👇https://t.co/va1pP84hhX	0
122	#CovidVaccine under clinical trial in Oregon as Doctors step up for humanity. https://t.co/necEDc7wx1	0
190	"We need to be diligent during phase-3 trials. We are going to vaccinate so many people. So, even mild or moderate… https://t.co/w2qX5Ckp53	0
221	2020 Trial Version Year\n\nBefore NOW #4GTrial\n#CovidVaccine \| In #Kashmir https://t.co/K2GhobwJgm	0
234	"We need to be diligent during phase-3 trials. We are going to vaccinate so many people. So, even mild or moderate… https://t.co/DTDhcRGmz4	0
238	#BOOMExplains: When can a vaccine testing involve human trials?\nDr. @AnantBhan talks about various stages of vaccin… https://t.co/5Px1p2R9Kx	0
243	India’s first COVID-19 vaccine called the Covaxin has shown convincing results in its phase 1 trials which are to b… https://t.co/dnTe0FGZAE	0
294	Mucho respect going out to @OfficialALW for taking part in #COVIDVaccine trials at #OxfordVaccine /I'm one of those… https://t.co/qBvLjYnmtc	0
350	Mystery shrouds the Phase-I clinical trials of #COVAXIN, as per this report, is found to be safe. Study or data not… https://t.co/U4Pzdk7ve7	0
354	Covid-19 Vaccine Developed by China's Sinopharm Appears Safe, Triggers Antibodies in Clinical Trials.\n#COVID__19… https://t.co/T01KOje3li	0
397	Phase-1 trials of Bharat Biotech vaccine almost complete; phase-2 to begin in Sept: Report https://t.co/yfWuHj3znj… https://t.co/DJFZozCKPc	0
422	#COVAXIN, the first indigenously developed #CovidVaccine from India, has proven to be safe in early human trials.\n\nhttps://t.co/ureAytSnJA	0
468	Should #CovidVaccine trial volunteers who got placebo shots jump to the front of the line when a vaccine becomes av… https://t.co/ZXBW5ubvTO	0
486	Participant Christene Kimmel talks to @FOX26Houston before her #vaccine trial appointment today.… https://t.co/z7Og0cFXag	0
511	"These results support the ongoing clinical trial of the vaccine in humans, the results of which are eagerly awaite… https://t.co/JwDbOImQA7	0
538	Phase 3 clinical trial of covid-19 vaccine developed by University of Oxford will be completed by the end of Novemb… https://t.co/wcJj1tKhEI	0
540	#COVAXIN found SAFE in Phase 1 Trial; Phase 2 Trials in September.\n\n#CovidVaccine #VaccinesSaveLives… https://t.co/F5Gdip0BbG	0
552	Phase III Studies are also opportunities to identify rare side effects that occur say in 1/1000 instances. \nOr dete… https://t.co/2syLQpvX8s	0
569	India has moved ahead in trying to make the Corona vaccine. Phase 1 of the ongoing vaccine trial in the country is… https://t.co/Oiz4TAed5S	0
573	'Bharat Biotech-ICMR developed Covaxin is safe, show preliminary phase I results'\n-\nRead more 👉… https://t.co/12m4JUSvjS	0
584	That’s Phase 1. Two more phases to go...Keep going India 🇮🇳 #CovidVaccine https://t.co/CDZEB9s5oO	0
588	Draft landscape of list of Approved vaccines by WHO \n\nAstraZeneca, Moderna, Pfizer are on Phase 3 of trials \n\nIndia… https://t.co/yt63917YW7	0
602	TB vaccine shows encouraging results against coronavirus in phase-3 clinical trials. #CovidVaccine… https://t.co/GlMsICfzOh	0
607	Have you people read what a person who has volunteered for Phase III Human Trial of #CovidVaccine has to say. Read… https://t.co/nVWA8qgEB7	0
614	Covaxin is safe, show phase I results. #bharatbiotech #CovidVaccine\n\nhttps://t.co/XiRLtqywnM https://t.co/QhuegMrGfB	0
638	The Center for Immunization Research at the @JohnsHopkinsSPH has begun enrolling study participants into a Phase 2/… https://t.co/OzOvYCt6Zm	0
642	The investigational antiviral #Remdesivir in phase 3 clinical trials led to faster time to recovery vs placebo and… https://t.co/WP3ZlqwYft	0
656	I enrolled in the Phase III #Moderna vaccine trial today! #TeamFauci #CovidVaccine https://t.co/k3kRvnTVtY	0
668	Such a farce. Beware. Understand the news you read on trials. It's not as grand as it usually sounds like. Sceptici… https://t.co/7vc4WZDegL	0
699	#UKMX and #FundacionCarlosSlim are working together to develop a #CovidVaccine that is currently in phase 3.… https://t.co/Lpo3dWiJ4P	0
772	Presidential Spokesperson Harry Roque announced the Philippines will begin Phase 3 of the Russia-funded clinical tr… https://t.co/MclsQE8SJ1	0
787	Malacañang laid down the timeline on the Philippines' participation on clinical trials of the #CovidVaccine develop… https://t.co/QWP7mqV5fe	0
869	@Ajay_Bagga Is the Russian vaccine good?\n\nIt’s tested on 76 volunteers; phase 3 trials not done. A good vaccine is… https://t.co/WmUEViUxiy	0
898	Pinoys in Russia ready to join Sputnik V clinical trials. Read more: https://t.co/KTQzUDj2wq #CovidVaccine… https://t.co/XcSspm6GNz	0
917	Wow.\n\nPortlanders are being recruited for phase 3 clinical trials for a potential #CovidVaccine, w/ injections to b… https://t.co/AzVPRg0x1r	0
956	Kaiser Permanente is participating in a clinical trial to test an investigational vaccine against SARS-CoV-2, the v… https://t.co/AZTwmiRpme	0

	Review Texts	10means_label
0	Australia to Manufacture Covid-19 Vaccine and give it to the Citizens for free of cost: AFP quotes Prime Minister\n#CovidVaccine	1
15	.@SerumInstIndia is looking to raise up to $1 billion (around Rs 7,500 crore) for Covid-19 vaccine development. Det… https://t.co/LTXSkBcI90	1
16	Global Vaccine Tracker\n\n#vaccines #CovidVaccine https://t.co/hzhwKSUfV7	1
17	CORONAVIRUS UPDATES - American businessman with Turkish-Armenian roots leads COVID-19 vaccine development… https://t.co/EsBS5MC4kW	1
29	OMG!!! EXPOSED COVID-19 VACCINE INGREDIENTS WILL SURPRISE YOU https://t.co/FAmQj2rofm via @YouTube VERY INFORMATIVE… https://t.co/lQPPocN46s	1
50	The national expert group on vaccine administration for COVID-19 met representatives of leading domestic manufactur… https://t.co/LousXXuqZH	1
60	The beautiful heat is killing covid-19 in Los Angeles #CovidVaccine	1
72	"A vaccine can protect us from an infectious disease. It cannot, however, provide immunity from the multiple person… https://t.co/DjpYWZFp9O	1
75	China’s first patent granted for COVID-19 #vaccine https://t.co/MnXk0Y00KY #CoronavirusVaccine #CovidVaccine	1
95	National Expert Group on Vaccine Administration meets the Domestic Vaccine Manufactures\nPIB (@PIB_India)… https://t.co/Eoci6vseWv	1
101	Covid-19 vaccine trials have been slow to recruit Black and Latino people -- and that could delay a vaccine… https://t.co/HFnn2dxIon	1
104	A COVID-19 Vaccine Is About To Be Tested In D.C. With Hundreds of Volunteers https://t.co/Jwp8jIhPQ7 via @wamu885… https://t.co/ItY79q6r9F	1
110	"A mutation of COVID-19 found in Malaysia is the predominant strain found in Europe and US" \n#CovidVaccine https://t.co/gaPQDD1PEh	1
114	A mutation of COVID-19 found in Malaysia is the predominant strain found in Europe and US https://t.co/LsNZZjWmH0… https://t.co/wGgJNOKrML	1
132	COVID-19 vaccine race: China approves first coronavirus vaccine patent https://t.co/Z0Rubc2Ujf #covidvaccinerace… https://t.co/tDX5WZx534	1
133	Will you get a COVID-19 vaccine when there is one? The pandemic won't end unless enough do. via @USATODAY #COVID-19… https://t.co/dGUl1tH15s	1
134	The vaccine known as ChAdOx1 is the most advanced COVID-19 vaccination candidate. Now in the final phases of the cl… https://t.co/ua0IJJTEvR	1
135	Its predicted, once d vaccine is in d market China will come out with a vaccine \n#CovidVaccine https://t.co/Osl2Jjyj7n	1
146	COVID-19 recovered patients protected during massive outbreak on U.S vessel. How long do anti-bodies last in a COVI… https://t.co/oZ3UuFdHLi	1
149	Is Trump serious with his new Oprah-Book-Club-pick for COVID-19 cures? First hydroxychloroquine and now Oleander?… https://t.co/pUtXyBUbf3	1
159	IF THIS vaccine is reliable, when will it be available for LARGE-scale vaccinations??? (August 17, 2020; 10:46 HKT)… https://t.co/0Vvj2GiLGO	1
160	First batch of RUSSIAN vaccine ready, roll out from August-end, says report (August 17, 2020; 10:46 HKT)… https://t.co/BRTGa7HcNi	1
171	Our recent contributions on developing a protein based subunit vaccine to combat COVID-19 #CovidVaccine… https://t.co/AWrT0t6bKL	1
181	Mexico President Says COVID-19 Vaccine Expected to be Ready Early Next Year: Live Breaking News Headlines & Coronav… https://t.co/EWYAeFRpU7	1
182	#China inactivated vaccine (#Sinopharm) seems a safe candidate that generates immune response. Here latest article,… https://t.co/InfMTgBrRK	1
187	In a Global Pandemic of Covid-19 India has Some Bigger problems to Findout who is #Binod \nClick here to See my Late… https://t.co/37DD40wTHO	1
195	"We can rush science but we can't rush the human response to a vaccine. We have to see what the long term sustainab… https://t.co/kE0co1lDV1	1
206	Be a part of developing a COVID-19 vaccine. We are looking for people over the age of 18 to join our vaccine resear… https://t.co/p37rLpeEqk	1
236	WHO chief scientist Dr Soumya Swaminathan has said it might take at least 1-1.5 years to develop a COVID-19 vaccine… https://t.co/cbytFtkIyA	1
254	Heard about that Russians have made a vaccine..named 'Sputnik'\n\nWhy are we not getting the vaccines?...\n#SputnikV… https://t.co/3y1g7f2uhx	1
280	#COVID__19 #CovidVaccine #prevention #trump \nThermal screening for COVID-19, the clue to reopening as a layer of sa… https://t.co/kwmCAKqBWU	1
283	63,489 more COVID-19 cases in India, death toll nears 50,000-mark \| Poll Strategies \| Management \| Digital Bharat -… https://t.co/1XRaiSTmfb	1
291	People about COVID-19: ugh I can’t wait for 2020 to be over...\n\nMe: but it’s still gonna be there even when 2020 is… https://t.co/gisduzt92H	1
295	Chinese regulator says vaccines must have 50% efficacy, give 6 months’ immunity\n\nProducts that meet the efficacy st… https://t.co/zvLdhiL6Uv	1
296	Doctor behind Pulse Polio bats for COVID-19 vaccination policy \n\n#CovidVaccine #coronavaccine\n#COVID19India… https://t.co/jG6UaXKNvw	1
337	They make this sound like it’s an announcement about COVID-19 vaccine. #KareenaKapoorKhan #SaifAliKhan… https://t.co/WKQyMjFt6O	1
338	Vaccine Developer @ArcturusRx in San Diego Quietly Gains Global Attention in COVID-19 Fight. Vaccine production is… https://t.co/Znz4j75Tvl	1
372	Learning to live with Covid-19... And myself. Lifestyle tips from someone with no life and too much style. Guiding… https://t.co/sLHn83yGsV	1
382	COVID-19 patients with heart disease are most likely to die, finds a new study\n#COVIDIOT #CovidVaccine \nhttps://t.co/eh0uOSR0FI	1
388	Guys! You can now go to the vaccine centers without any appointment.\n\nVolunteer now #4Humanity… https://t.co/RCKXLFl93L	1
394	The most soul-satisfying news would be the arrival of a safe and well-tested vaccine for Covid-19. Hope we get libe… https://t.co/eZuy26g1DQ	1
399	EU Reaches 1st Deal To Buy Potential COVID-19 Vaccine #kalingatv #EuropeanUnion #CovidVaccine #COVID19\nhttps://t.co/tqtPrymCWJ	1
404	Spike of 65,002 cases and 966 deaths reported in India, in last 24 hours. COVID-19 tally in the country rises to 25… https://t.co/RI6tG1cGkP	1
405	India is ready to mass produce Covid-19 vaccines when Scientists give go-ahead.\n#CovidVaccine \n#Covid_19… https://t.co/fTgIrxSGRU	1
412	Oxford COVID-19 vaccine: Human trials expected to end by November, production from early 2021 #COVID19… https://t.co/Ka4SBuSXQV	1
418	PM Modi announces that 3 Covid-19 vaccines are in different levels of testing. As soon as there is a green signal f… https://t.co/7pNTjD22ai	1
431	Divyansh Singh, August 14, 2020, Bangalore\n\nRahul Gandhi Condemns Government Over COVID-19 Vaccine. Read Full Story… https://t.co/ai5AHzYfdT	1
456	The National Childhood Vaccine Injury Act of 1986 has prohibited anyone from suing vaccination manufacturers for da… https://t.co/e6I881qjzi	1
462	5. Why cold chain tracking and IoT sensors are vital to the success of a COVID-19 vaccine\nhttps://t.co/rwrjiKWIUD… https://t.co/jc7EnozGfN	1
474	Long Island startup to test COVID-19 vaccine on humans - https://t.co/o6AS4eBro2 - #Orph @OpenOrphan #vaccines… https://t.co/m5OCjAOzOC	1

	Review Texts	10means_label
3	@Team_Subhashree @subhashreesotwe @iamrajchoco Stay safe @subhashreesotwe di & @iamrajchoco da ❤️❤️… https://t.co/ayhoaQm0Ls	2
6	@PrivilRodrigues @yatish57 @deepkaranahuja @shristi522 @Amrita33392520 @RashmiSriniva14 @AkashRK_88 @SJanaQA… https://t.co/VPLa11fwfr	2
7	@MSNBC Well, let’s qualify that: would anyone of any party get a vaccine rushed out and minimally tested coming from Russia? #CovidVaccine	2
9	#DNA zooms up charts in 1st week; hear #vaccines episode: https://t.co/oDrayhi7zN . #pandemic , #COVID19 , #CovidVaccine	2
13	Is more dangerous yet to come?\n#CovidVaccine #Corona #Immunization #CoronavirusPandemic #mutation #D614GVirus \nD614… https://t.co/PxwPLlt67w	2
...	...	...
979	Health Ministry said the high-level expert panel discussed creation of a digital infrastructure for inventory manag… https://t.co/f9aGrK43mN	2
980	What happened my friend? I told you short the #Covid19 vaccine stock and $IMV went down like what 30% in 3 days? ev… https://t.co/WMlcRuyMzm	2
981	#FactCheck: Daniel Salmon, the director of the Institute for Vaccine Safety at Johns Hopkins University, called the… https://t.co/joE78MNQ0r	2
984	Always on point @oyorooms 🙏🙏\n\n#RussianVaccine #Ad #concept #creative #design #creativead #adworld #advertising… https://t.co/Wjw7ExMuQq	2
995	Phase I/II data on Pfizer/BioNTech's mRNA #CovidVaccine. It is somewhat alarming how reactogenic it is with high ra… https://t.co/cOmZ5qXtJ3	2

	Review Texts	10means_label
43	#Russia produces first batch of #Covid vax; set to roll out from August endhttps://www.magzter.com/article/Newspape… https://t.co/H0aEFUJOo8	3
61	Pfizer is looking to sign up people for a covid vaccine study. You get a drug or a placebo. Then OVER THE NEXT 2 YE… https://t.co/Alht77F81g	3
102	Vaccines are safe. But huge numbers of people around the world say they wouldn't take a COVID jab\n#vaccines… https://t.co/HWu5oRsdUS	3
105	Trust, Fear and Solidarity Will Determine the Success of a COVID Vaccine https://t.co/fPXpHsIu9h via @khnews… https://t.co/fUgx55y50a	3
106	I dont know much about covid 19 but Mask laga laga ke meri sase jrur fulne lagi hai.\n#CovidVaccine #COVID19India	3
117	China grants 1st patent to indigenously developed Covid vaccine\n\n"China has granted the first invention patent to a… https://t.co/P2XZHT5s4f	3
125	There's constant buzz about developments with a #COVID Vaccine but not every source is reputable. Find the most up… https://t.co/qIeMhicBqe	3
127	Covid warriors will be the first ones to get vaccine: MoSH. IMD gives heavy rainfall warning to Maharashtra. Find o… https://t.co/uVwvK9ifTt	3
138	COVID Vaccine: Who will get coronavirus vaccine first in India?\n\n#CovidVaccine #CoronavirusIndia\n\nhttps://t.co/9DrfPlXjiA	3
203	somebody told me they think the president has the vaccine for Covid but he’s with holding it because of population… https://t.co/y9s79ohfmR	3
216	And many many many many references to 170,000 Covid deaths, of which the Trumps care not the ass of a rat. 🐭… https://t.co/cBZzmWWWuH	3
251	Where do you Stand on Covid19 -\nThe Risk Ladder.\n#COVID19India #COVID #CoronavirusOutbreak #CoronavirusVaccine… https://t.co/vvyptamchM	3
255	Third stage of Russia's Covid 19 vaccine may begin in 7-10 days.\n#CoronavirusVaccine \n#CovidVaccine \n#SputnikV… https://t.co/z7ybrqLLZS	3
271	Anyone have any idea what will be the name of the first COVID vaccine approved in Russia? Using three type of lopin… https://t.co/rf1ziae957	3
276	Vaccines are safe. But huge numbers of people around the world say they wouldn’t take a Covid jab \| @CNN\n\n#CV19… https://t.co/exMQYy5qVZ	3
277	2 minute silence for those who were thinking that Modi will launch #COVID #CovidVaccine on #15August #15Ago… https://t.co/8g3dMszI4y	3
279	Some intresting graphics on Covid-19\n\n#coronavirus #COVID #CovidVaccine #coronavirusinindia https://t.co/jAX6rZJ5PS	3
321	#webnews21 #ExaBFF #ExaBLINK #ExaAMRY #CovidVaccine #COVID #CoronaVirusUpdates #covidfreeworld #Bitcoin #usa… https://t.co/WBRjKW9gov	3
325	My mother passed away💔not a Covid patien but this protocol was applied to her;we just received her ashes;deshumaniz… https://t.co/fPsY42NNzT	3
342	Pfizer's COVID vaccine shows 'robust' results in early trial\n\n#pfizers #covidvaccine\n\nFor more information \| ⬇️… https://t.co/3bvff2t9Yh	3
343	@Delaware_DHSS NOT ONE Delaware kid has died from covid, and that is with all the fake deaths you can contribute, l… https://t.co/5EpCpgcl8D	3
348	Bill Gates says a COVID-vaccine maker he backed can produce 200 million doses by June! \n#covidvaccine #billgates… https://t.co/ihdfELtzyG	3
352	Russia - Covid Vaccine.. Phase 3 na\nIndonesia - Covid Vaccine.. Phase 1 na \n\nPhilippines - nasa Phase Shield parin.… https://t.co/uiJwy6zTJq	3
361	PM Modi announces health ID for all under new mission; roadmap ready to ensure Covid vaccine reaches everyone .\n\nLe… https://t.co/Leneiv4Dkw	3
375	3 Covid Vaccines At Trials, Plan For Distribution Ready: PM At Red Fort\n\nIndependence Day 2020: PM Modi also announ… https://t.co/iuE20A9gmu	3
377	Today is 15th August Independence day. One more announcement expected, where is the vaccine for covid. #CovidVaccine	3
435	I'm tired of studying online T^T\nhurry up and go covid 19😓\n#CovidVaccine	3
443	$CVAC 🇺🇸 Covid Vaccine Contender #CureVac More Than Doubles in Debut. #COVID #CovidVaccine ✅ \n\n$CVAC jumped +250% a… https://t.co/M6MW8TzvVr	3
445	COVID Vaccines Are Making Progress https://t.co/RdSe5SKpO0 #COVIDVaccine #CoronavirusVaccine	3
453	It’s huge NEWS 🔥 #Russia registered its COVID Vaccine and it’s the first vaccine registered for use ! It’s register… https://t.co/ngK3u3sp4I	3
466	When #CovidVaccine is ready to go. \n\n#CovidVaccine #COVID19India #COVID #Covid_19 https://t.co/DASfgYkmIp	3
469	[Flash Of News] Russia offers to help US with Covid 19 vaccine; US says no https://t.co/wKKyJ6uImH qua @YouTube \n\nL… https://t.co/DWnCA71T3r	3
470	The percentage of getting Covid is actually less than the percentage to Russian vaccine getting success. No phase 2… https://t.co/QRqWU8FnRM	3
475	I also need some peace of mind along with covid vaccine!😐\n#CovidVaccine	3
478	(2/2)\n#Russia claimed world's first Covid 19 vaccine.\n\n#Inficoreal\nhttps://t.co/UoF8hXD2eE I… https://t.co/MMfPdDoZRp	3
479	#Russia claimed world's first Covid 19 vaccine.\n\n#Inficoreal\nhttps://t.co/UoF8hXD2eE I https://t.co/1HKgAoFhOa I… https://t.co/jpil0rPNEn	3
506	How do Covid vaccine trials work? QW+ database member @ChoonaraShakira explains in this video. Also - there's some… https://t.co/telVWQp878	3
513	#CovidVaccine proves to be a Snake Oils Salesmen Poison, not working on Human Patients.\nForcing Drs to admit #Covid… https://t.co/14eeV2pUMw	3
531	Oxford University is looking for candidates to be part of the COVID 19 vaccine trial.\n\nThey are now enrolling peopl… https://t.co/DgVNmNCC2j	3
546	Eight billion people aiming for the same goal: Beat Covid.\n\nIt is different in a war, when the enemy is different… https://t.co/rBlBXe8DK9	3
547	Kindly watch a seminar on #Covid by #DPYFoundation4Bihar on https://t.co/oLT5uyq6w5 at 4 pm today… https://t.co/kgxlEQm4DH	3
555	Fuck Flu season is coming and COVID IS STILL AROUND!!! Homeschool and daddy daycare for my kids.\n#fuckthatshit… https://t.co/HbADUKaktN	3
590	Siddha Doctor cures Covid. Save lives.. This Video only in Tamil, may be English Media can take interview with this… https://t.co/ARPLxJrzHF	3
592	'This is all beyond stupid': Experts worry about Russia’s rushed vaccine\nhttps://t.co/uvBkjmIVkQ\n#CoronavirusVaccine #CovidVaccine #COVID	3
604	This race for a #CovidVaccine is like the race to the moon. #COVID19 #covid #vaccine	3
617	So today is 14 AUGUST\nWhere is the covid vaccine which is releasing on 15 August . \nThere is no news for 15 Agust t… https://t.co/cvGWyZLxZI	3
624	There maybe some jokes circulating around about the new Covid vaccine, ( Putin C, Rush-yan vaccine etc) but im cert… https://t.co/7DoBhbCAbS	3
651	when you hear Covid -19 vaccine is ready.\nevrybody :\n#CovidVaccine https://t.co/tuACMD1AqN	3
665	Outrageous. Children In Covid Cages. Brainwashing youth to the New Abnormal. Behavior mod. https://t.co/v0cyrnboGt… https://t.co/kvobOKb0YN	3
707	The Expert Committee on COVID Vaccine Administration met for the first time today to discuss prioritisation of popu… https://t.co/xqQmGR08xr	3

	hashtags	tweet	tweet_split	vector	cluster	x	y	color	text	subjectivity	polarity	sentiment
0	['CovidVaccine']	australia manufactur covid vaccin give citizen...	[australia, manufactur, covid, vaccin, give, c...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	-0.162390	0.242870	#e6194b	australia manufactur covid vaccin give citizen...	0.000000	0.0000	Neutral
1	['CoronavirusVaccine', 'CoronaVaccine', 'Covid...	coronavirusvaccin coronavaccin covidvaccin aus...	[coronavirusvaccin, coronavaccin, covidvaccin,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.270168	-0.069966	#ffe119	coronavirusvaccin coronavaccin covidvaccin aus...	0.000000	0.0000	Neutral
2		death due covid affect countri read more https...	[death, due, covid, affect, countri, read, mor...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.276784	0.099291	#3cb44b	death due covid affect countri read more https...	0.437500	0.1875	Positive
3		teamsubhashre subhashreesotw iamrajchoco stay ...	[teamsubhashre, subhashreesotw, iamrajchoco, s...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.234544	-0.186993	#3cb44b	teamsubhashre subhashreesotw iamrajchoco stay ...	0.500000	0.5000	Positive
4		michellegrattan conversationedu thi pass leade...	[michellegrattan, conversationedu, thi, pass, ...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.235818	-0.189325	#3cb44b	michellegrattan conversationedu thi pass leade...	0.000000	0.0000	Neutral
5	['COVID19', 'COVID19India']	the multisystem inflammatori syndromechildren ...	[the, multisystem, inflammatori, syndromechild...	[[0.0, 0.0, 0.0, 0.0, -0.48507125007266594, 0....	0	0.300277	0.247812	#e6194b	the multisystem inflammatori syndromechildren ...	0.000000	0.0000	Neutral
6		privilrodrigu yatish deepkaranahuja shristi am...	[privilrodrigu, yatish, deepkaranahuja, shrist...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.232229	-0.181250	#3cb44b	privilrodrigu yatish deepkaranahuja shristi am...	0.000000	0.0000	Neutral
7	['CovidVaccine']	msnbc well let qualifi would anyon parti get v...	[msnbc, well, let, qualifi, would, anyon, part...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.192040	0.018200	#ffe119	msnbc well let qualifi would anyon parti get v...	0.000000	0.0000	Neutral
8	['Vaccines']	most countri without abil make vaccin local fo...	[most, countri, without, abil, make, vaccin, l...	[[0.0, 0.0, 0.0, 0.25, 0.0, 0.0, 0.0, 0.0, 0.0...	3	0.351724	0.011950	#4363d8	most countri without abil make vaccin local fo...	0.250000	0.2500	Positive
9	['DNA', 'vaccines', 'pandemic', 'COVID19', 'Co...	dna zoom chart st week hear vaccin episod http...	[dna, zoom, chart, st, week, hear, vaccin, epi...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	-0.015970	0.422093	#e6194b	dna zoom chart st week hear vaccin episod http...	0.000000	0.0000	Neutral
10		biocon execut chairperson kiran mazumdar shaw ...	[biocon, execut, chairperson, kiran, mazumdar,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.238315	-0.173153	#3cb44b	biocon execut chairperson kiran mazumdar shaw ...	0.000000	0.0000	Neutral
11	['Covid19Millionares', 'covid19', 'corona', 'C...	covidmillionar covid corona covidvaccin covidm...	[covidmillionar, covid, corona, covidvaccin, c...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	-0.188701	0.365551	#e6194b	covidmillionar covid corona covidvaccin covidm...	0.000000	0.0000	Neutral
12	['Pharmaceutical']	great news pfizer vaccin enter phase trial rea...	[great, news, pfizer, vaccin, enter, phase, tr...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	0.301404	-0.055119	#4363d8	great news pfizer vaccin enter phase trial rea...	0.750000	0.8000	Positive
13	['CovidVaccine', 'Corona', 'Immunization', 'Co...	is danger yet come covidvaccin corona immun co...	[is, danger, yet, come, covidvaccin, corona, i...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	2	-0.123274	-0.106649	#ffe119	is danger yet come covidvaccin corona immun co...	0.000000	0.0000	Neutral
14	['CovidVaccine', 'ChinaVirus', 'COVID19India']	the whole narr covidvaccin gone deathli silent...	[the, whole, narr, covidvaccin, gone, deathli,...	[[0.0, 0.0, 0.0, 0.0, -0.47140452079103173, 0....	2	-0.214044	-0.082824	#ffe119	the whole narr covidvaccin gone deathli silent...	0.250000	0.1000	Positive
15		seruminstindia look rais billion around rs cro...	[seruminstindia, look, rais, billion, around, ...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	0.337131	0.207407	#4363d8	seruminstindia look rais billion around rs cro...	0.000000	0.0000	Neutral
16	['vaccines', 'CovidVaccine']	global vaccin tracker vaccin covidvaccin https...	[global, vaccin, tracker, vaccin, covidvaccin,...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	-0.082324	0.229962	#4363d8	global vaccin tracker vaccin covidvaccin https...	0.000000	0.0000	Neutral
17		coronaviru updat american businessman turkisha...	[coronaviru, updat, american, businessman, tur...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	3	0.345558	0.242655	#4363d8	coronaviru updat american businessman turkisha...	0.000000	0.0000	Neutral
18	['webinar', 'pediatrics', 'neonatology', 'prim...	attend webinar pediatr neonatolog primarycar c...	[attend, webinar, pediatr, neonatolog, primary...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	1	0.230687	-0.183674	#3cb44b	attend webinar pediatr neonatolog primarycar c...	0.000000	0.0000	Neutral
19	['covid19']	russia made world first covid vaccin thank god...	[russia, made, world, first, covid, vaccin, th...	[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...	0	0.342613	0.326037	#e6194b	russia made world first covid vaccin thank god...	0.333333	0.2500	Positive

	Review Texts	10means_label
2	Deaths due to COVID-19 in Affected Countries\nRead More: https://t.co/V8Y3Stu0UW\n@r_piryani @shitalbhandary… https://t.co/6jpMxX2KtI	5
20	Search chennai corona affected street or area wise https://t.co/eqIPQlcCoP \n\n#CovidVaccine #Covid19Chennai #COVID19… https://t.co/atfmdDFHrQ	5
27	COVID-19 Vocabulary English: Incubation Period.\nClick here : https://t.co/1MmQsmjFSR via @YouTube \n\n#COVID19… https://t.co/NfFQiw9cw3	5
32	COVID-19 Vocabulary English: Infectious. \nClick here : https://t.co/DFRN5Vgr72 via @YouTube \n\n#COVID19 \n#COVID__19… https://t.co/mff9xZzyHd	5
38	COVID-19 Vocabulary English: Outbreak.\n\nClick here : https://t.co/bOU5xkMpxC via @YouTube\n \n #COVID19 \n#COVID__19… https://t.co/9Mk7ykMTYN	5
...	...	...
948	@timesofindia https://t.co/zT2HoeqveW\n#CovidVaccine \n#COVID \n\n#VaccinesWork \n\n#vaccinebyrussia\n\nSubscribe my channel for more information	5
950	Safety won't be compromised for vaccine, Canada's top doctors say https://t.co/E6Rrf2cPSu #COVIDCanada #COVID19Canada #COVIDVaccine	5
953	Russia’s fast-track coronavirus vaccine draws outrage over safety https://t.co/vK1P0h67eO.\n\nLarge ph 3 RCTs generat… https://t.co/ruZEERvKEk	5
977	POST INVESTMENT MANAGEMENT\nhttps://t.co/Cp4m9FOHMp \n#investment #management #BillMaher #Sadak2 #CovidVaccine… https://t.co/v5FscvsctT	5
986	Contribute to COVID-19 Vaccine Research & Development.\nVolunteer at https://t.co/Ryut8wXCDy\n\n#CovidVaccine #COVID19… https://t.co/uZa5Y0sd4E	5

	Review Texts	10means_label
19	Russia made world's first #covid19 vaccine..\n\nThank god, its not as ineffective as the first thing we adopted from… https://t.co/xWLl5QJLZa	6
21	How will be vaccinate the world?\n#vacine #vaccinate #coronavirus\n#covidvaccine \nSource: @BBCNews Design: Mark Hall https://t.co/lagiNuN9Zb	6
22	Nearly 500 deaths, most with the second wave of #coronavirus #COVIDVIC19 and it's appears that other waves are poss… https://t.co/slh5lY8i9D	6
79	President Recep Tayyip Erdoğan and Russian President Vladimir Putin have discussed cooperation on Moscow’s recently… https://t.co/J8sOsWQC1I	6
97	Doctors seeking @rautsanjay61 's resignation from #Maharashtra CM @uddhavthackeray \n\n#DoctorSecondSingle #Doctor… https://t.co/HE5G7kQtTE	6
...	...	...
919	1st #COVIDー19 Vaccine - 'SPUTNIK V' is developed by @KremlinRussia \n#VladimirPutin 's daughter #MariyaPutina become… https://t.co/jNyWhS5NfX	6
938	Evolving diseases require innovations that will defeat them even as they adapt. As the world races to find treatmen… https://t.co/Z5lJ46XVGZ	6
943	A good read about India's crucial role in saving the world from this pandemic and lot more about ..how inevitable a… https://t.co/pBD0eu2WgS	6
949	The World’s Best Hope for Enough #Covid19 Vaccine Comes from India @SerumInstIndia\n\n#CoronavirusVaccine… https://t.co/po5NJBJwOU	6
952	The Russian #covidvaccine , which will be called #SputnikV in homage to the world’s first satellite launched by the… https://t.co/BeoAeCygnD	6

	Review Texts	10means_label
120	Russia’s First batch of Coronavirus Vaccine is ready\n#Russia has #announced its #victory with the #vaccine for… https://t.co/lDlFnyAEtV	7
140	The First Corona Vaccine was invented in Russia, Everyone is optimistic....\n#CovidVaccine https://t.co/iUPQMMQCo3	7
169	Russia’s new Sputnik launch raises risks in dash for #Covidvaccine!!\nJoin with us online #Vaccinerd2020\nTwitter:… https://t.co/3Doz0NSRiF	7
170	Nobel Prize Winner Professor Peter Doherty has backed Russia’s controversial decision to begin manufacturing COVID-… https://t.co/xslubbwb5r	7
183	Russia produces first batch of #covidvaccine -19 . #safetyfirst ?? No #phase3 trial?? https://t.co/3NqCQv5fEe	7
...	...	...
975	Why is the Russian vaccine so underrated ? Is it because no one trusts the Russians, or no one wants Russia to win… https://t.co/qw501Cvven	7
976	It wasn’t long ago when #Russia was a superpower only next to US\n\nUnder Putin, Russia’s credibility has deteriorate… https://t.co/H1uNlxhUMB	7
989	#CovidVaccine\n#CovidVaccineRace\nBreaking : Nepal Announces first Covid-19 Vaccine .\nA city Named Russia In Nepal Ha… https://t.co/A4w7IhCRUJ	7
990	Finally @realDonaldTrump sucking up to #Russia will pay off. \n\n#RussianVaccine \n#CovidVaccine	7
994	I had a dream that Russia sent infected soldiers to the games in China after getting Trump elected as part of a two… https://t.co/TnokG8LoZF	7

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	Review Texts	10means_label
5	The Multi-system Inflammatory Syndrome-Children (MIS-C) w/ #COVID19 (atypical Kawasaki disease) #COVID19India \n\nThe… https://t.co/98wj2CEkez	4
10	Biocon Executive Chairperson Kiran Mazumdar Shaw contracts coronavirus, informs on Twitter… https://t.co/eojjwPsw11	4
11	it’s over?!\n\n#Covid19Millionares #covid19 \n#corona #CovidVaccine	4
23	Coronavirus India Update: Active confirmed cases 673166, deaths 51797, See State Wise List\n\n#CoronavirusIndia… https://t.co/JNg4bBCXkw	4
24	#covid19: #Pune study shows seroprevalence of antibodies in 51.5% samples\n\n#COVID19India #CovidVaccine… https://t.co/fPRQAfOSxu	4
...	...	...
961	“What about the science, faith and ethics of a coming coronavirus vaccine?” via @baptist_news #VaxNews #COVID19… https://t.co/UhwWqHy2KX	4
962	$DJI 🇺🇸 Dr. Fauci says Russia risks ‘hurting a lot of people’ by rushing coronavirus vaccine. $MRNA ✅ #COVID19… https://t.co/k4Y5P39lDT	4
966	Nasal spray in development shows great potential in preventing #coronavirus transmission. #nasalspray #CovidVaccine… https://t.co/ynjCd3D3Hz	4
967	@ians_india @moderna_tx Moderna or AstraZeneca \n\nWill be the first one to launch covid vaccine \n\nI guess\n\n#CovidVaccine \n#coronavirus	4
978	Nobody is flexing in #2020 except #Putin with that new #vaccine \n\n#COVID19 #CovidVaccine https://t.co/vBfggsBtJ9	4

	Review Texts	10means_label
1	#CoronavirusVaccine #CoronaVaccine #CovidVaccine Australia is doing very good https://t.co/kBT7l6pArY	8
14	The whole narrative on the #CovidVaccine has gone deathly silent! #ChinaVirus #COVID19India	8
35	Leaks from Russian lab \n#CovidVaccine https://t.co/Ygv1OZEMLF	8
46	Just so we’re clear on how I feel about a #covidvaccine https://t.co/0jSI8gGQKP	8
51	So glad it works \n\n#Covid_19 #covidph #RussianVaccine #CovidVaccine #PhilHealthcorruption https://t.co/kpHnWweJ0i	8
...	...	...
973	Kizzmekia Corbett is my new scientific crush. #CovidVaccine #NIAID @KizzyPhD https://t.co/zJ2PZUTbu8	8
993	First #CovidVaccine devloped by \n\n #CovidVaccine.\n #CovidVaccine	8
997	@anandmahindra please help us spread the word #covidwarriors #MythAndFact #COVID19India #CovidVaccine… https://t.co/451g1JYAOh	8
998	@tehseenp please help us spread the word #covidwarriors #MythAndFact #COVID19India #CovidVaccine… https://t.co/J8kGL2UkAS	8
999	@zeeshan_iyc please help us spread the word #covidwarriors #MythAndFact #COVID19India #CovidVaccine… https://t.co/6xUj02uBn5	8

	Review Texts	10means_label
4	@michellegrattan @ConversationEDU This is what passes for leadership in our country: a voucher for something that w… https://t.co/OUUb1PeYIj	9
8	Most countries, without the ability to make #Vaccines locally, will be forced to rely on others like the US, China,… https://t.co/QUCozLB4Ru	9
103	$TFFP thin film freezing pharmaceutical reformulation platform potential starting to get attention\n\n#CovidVaccine… https://t.co/oT2s5WlkHQ	9
111	#CanSinoBIO lists successfully on STAR Market as Initial dual listing #CovidVaccine #China company… https://t.co/0EvMRVPmY3	9
137	$navx #covidvaccine efficacy trial underway! In South Africa, in part backed by Gates. Nimble company.\nhttps://t.co/E336G959B9	9
145	#China has granted first invention patent to a #COVIDvaccine co-developed by #CanSinoBiologics Inc in the country,… https://t.co/UNCclqHBmC	9
162	A local #pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develo… https://t.co/aCgJWMahG2	9
306	A local pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develop… https://t.co/UDodOplVD6	9
309	A local #pharmaceutical company had expressed interest to reproduce a #CovidVaccine that other countries may develo… https://t.co/fnHmAOEulM	9
384	#Russia is the first country to grant approval for a #COVIDvaccine, but after less than two months of human testing… https://t.co/iid5iixOAi	9
406	Happy #IndependenceDay my country. Wish every citizen health, hope, happiness & faith. And pray that a #CovidVaccine is found asap 😊	9
485	The #CovidVaccine should be ready this time next year, but can't just be available to the wealthiest countries. Tre… https://t.co/vWKCjtdutP	9
523	Russian President Vladimir Putin said on Tuesday that Russia had become the first country to grant regulatory appro… https://t.co/3aQAsmxqz4	9
553	Another pharma company expects to enter phase-I, II trials of COVID19 vaccine by end of 2020. Details ⤵️… https://t.co/NSWECp3FcH	9
572	Local medical centers in the Bay Area, SF are recruiting to test if #vaccine works. Would you want to sign up as… https://t.co/bTuLHcgdLb	9
658	Odd, isn't it, that just 5 months ago, many politicians on the left were excoriating the very same #pharmaceutical… https://t.co/f1INoUB7eQ	9
819	#CovidVaccine\nOman continues to coordinate with the major companies involved in producing vaccines. We will obtain… https://t.co/1xcMXzLORl	9
933	Thanks to #Russia for making #CovidVaccine.\n We should learn something from this country.\nI have written a bitter t… https://t.co/Iq50z2qIEq	9
947	"This is a company that has admitted that although 100% of its #CovidVaccine is taxpayer funded, its execs still pl… https://t.co/82z0Ueuez8	9

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